{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HSV 颜色空间\n",
    "\n",
    "### 导入资源"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读入RGB图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f47c4a47eb8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Read in the image\n",
    "image = mpimg.imread('car_green_screen2.jpg')\n",
    "\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RGB阈值 \n",
    "\n",
    "将你在之前一直使用的绿色示例中定义的绿色阈值可视化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f47c496cbe0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define our color selection boundaries in RGB values\n",
    "lower_green = np.array([0,180,0]) \n",
    "upper_green = np.array([100,255,100])\n",
    "\n",
    "# Define the masked area\n",
    "mask = cv2.inRange(image, lower_green, upper_green)\n",
    "\n",
    "# Mask the image to let the car show through\n",
    "masked_image = np.copy(image)\n",
    "\n",
    "masked_image[mask != 0] = [0, 0, 0]\n",
    "\n",
    "# Display it!\n",
    "plt.imshow(masked_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 转换为HSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f47c1521978>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert to HSV\n",
    "hsv = cv2.cvtColor(image, cv2.COLOR_RGB2HSV)\n",
    "\n",
    "# HSV channels\n",
    "h = hsv[:,:,0]\n",
    "s = hsv[:,:,1]\n",
    "v = hsv[:,:,2]\n",
    "\n",
    "# Visualize the individual color channels\n",
    "f, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(20,20))\n",
    "ax1.set_title('H channel')\n",
    "ax1.imshow(h, cmap='gray')\n",
    "ax2.set_title('S channel')\n",
    "ax2.imshow(s, cmap='gray')\n",
    "ax3.set_title('V channel')\n",
    "ax3.imshow(v, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TODO: 使用HSV色彩空间遮罩绿色区域"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "## TODO: Define the color selection boundaries in HSV values\n",
    "\n",
    "## TODO: Define the masked area and mask the image\n",
    "# Don't forget to make a copy of the original image to manipulate\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
